{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "google-langextract--review-extractions-in-visualization",
 "repo": "google/langextract",
 "repo_url": "https://github.com/google/langextract",
 "repo_slug": "google-langextract",
 "title": "Review extractions visually in context",
 "page_title": "How to review extractions visually in context with LangExtract",
 "summary": "Use the interactive visualization to check each extraction highlighted in the original text.",
 "who": "A researcher validating extractions before using them in analysis.",
 "problem": "Reviewing JSON output against long text is slow.",
 "outcome": "An interactive view of extractions highlighted in the source.",
 "steps": [
  "Run an extraction",
  "Save the results",
  "Generate the interactive visualization",
  "Open it and spot-check highlights"
 ],
 "agent_prompt": "Generate a langextract visualization for <results> and report any extractions whose highlight does not match the attribute.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "Long documents produce large visualizations.",
 "category": "Data and analytics",
 "tags": [
  "Data and analytics"
 ],
 "lang": "python",
 "requirements": [
  "Python",
  "An API key for a cloud model, or a supported local or custom provider"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/google-langextract/review-extractions-in-visualization/",
 "md": "https://dedupedai.com/use-cases/google-langextract/review-extractions-in-visualization/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/google-langextract--review-extractions-in-visualization.json",
 "api_version": "v1"
}